refactoring-metrics-prediction

Building ML models to predict refactoring classs with combinations of code metrics and commit messages as inputs.

Data Set used in this project:

For this project, commits from projects written in java, C, C++ are used. files are uploaded here.

• commit_metrics.csv : file has code metrics and refactoring classes
• commit_text.csv: file has commit messages and refactoring classes
• commits_text_metrics.csv: file has commit messages, code metrics and refactoring classes

How to run the files from refactoring-metrics-prediction repository to generate results?

Software Requirements

• Anaconda : Python
• Text processing libraries
• Keras
• Tensorflow

How to install Anaconda?

• On Windows machine: Follow the steps :

Install Anaconda on Windows 10(https://docs.anaconda.com/anaconda/install/windows/)

• On Mac machine :

Install Anaconda on Mac (https://docs.anaconda.com/anaconda/install/mac-os/)

If you follow the similar steps given on above websites you will have different python editors in your system installed

How to install required text- processing libraries?

• Run Python interpreter on Windows/ Linux / Mac

1. Enter the command

import nltk
nltk.download ()

2. Follow steps( https://www.guru99.com/download-install-nltk.html)
3. Test if NLTK is installed properly on your system

from nltk.corpus import brown
brown.words()